Author

Caroline Gilbert

École Nationale Vétérinaire d'AlfortORCID 0000-0002-9957-405XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Approach:deep learning· 1 Assay:imaging· 1 Organism:multiple species· 1

Frequent Co-Authors

Alexis Lécu· 1 shared Ashley L. NordiD· 1 shared Francesco PedaciiD· 1 shared Jason D. WhittingtoniD· 1 shared Julien CourtecuisseiD· 1 shared Miguel Rodriguez-OlmosiD· 1 shared Nicolas DurriD· 1 shared Sylvie Laidebeure· 1 shared

Activity by Year

2025-2025 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperEcology

Alexis Lécu

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1 paper

Recent·Most cited

Deep learning-based photo-identification for non-invasive monitoring of animal populations: Application to penguins and tortoises

Nicolas Durr, Miguel Rodriguez-Olmos, Julien Courtecuisse, Caroline Gilbert, Sylvie Laidebeure, Alexis Lécu, Ashley L. Nord, Francesco Pedaci, Jason D. Whittington, Yvon Le Maho, Vı́ctor Planas-Bielsa

This paper introduces DL-ID, a deep learning framework for animal individual identification from images, achieving 87% accuracy with small datasets and outperforming existing methods in ecological research.

bioRxiv · Jul 1, 2025 · PreprintEcology